{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "# InteractiveShell.ast_node_interactivity = \"all\"\n",
    "InteractiveShell.ast_node_interactivity = 'last_expr'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中证500走势 点数与PE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops\\array_ops.py:73: FutureWarning: Comparison of Timestamp with datetime.date is deprecated in order to match the standard library behavior. In a future version these will be considered non-comparable. Use 'ts == pd.Timestamp(date)' or 'ts.date() == date' instead.\n",
      "  result = libops.scalar_compare(x.ravel(), y, op)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            date      open      high       low     close       volume\n",
      "1863  2012-09-03  3135.230  3203.846  3131.160  3200.306   2258340800\n",
      "1864  2012-09-04  3202.488  3209.879  3160.698  3164.826   2110312400\n",
      "1865  2012-09-05  3158.013  3193.765  3150.789  3181.800   2095168000\n",
      "1866  2012-09-06  3187.110  3218.282  3187.110  3217.936   2177679600\n",
      "1867  2012-09-07  3240.652  3365.658  3240.652  3334.660   5034968800\n",
      "...          ...       ...       ...       ...       ...          ...\n",
      "4304  2022-09-19  5947.857  5967.655  5880.494  5913.149  10402541200\n",
      "4305  2022-09-20  5949.336  6002.792  5940.581  5958.292   8881300000\n",
      "4306  2022-09-21  5943.094  5998.700  5876.516  5978.581  10346364400\n",
      "4307  2022-09-22  5938.099  6015.119  5931.731  5965.885   9986760200\n",
      "4308  2022-09-23  5961.062  5986.821  5839.932  5889.602  10060943700\n",
      "\n",
      "[2446 rows x 6 columns]\n",
      "             日期    平均值    市盈率   最低30  最低10  最高30  最高10\n",
      "1147 2012-09-03  35.94  27.32    NaN   NaN   NaN   NaN\n",
      "1148 2012-09-04  35.94  27.01    NaN   NaN   NaN   NaN\n",
      "1149 2012-09-05  35.94  27.17    NaN   NaN   NaN   NaN\n",
      "1150 2012-09-06  35.94  27.48    NaN   NaN   NaN   NaN\n",
      "1151 2012-09-07  35.94  28.49    NaN   NaN   NaN   NaN\n",
      "...         ...    ...    ...    ...   ...   ...   ...\n",
      "3574 2022-09-19  35.94  21.08  21.08   NaN   NaN   NaN\n",
      "3575 2022-09-20  35.94  21.23  21.23   NaN   NaN   NaN\n",
      "3576 2022-09-21  35.94  21.32  21.32   NaN   NaN   NaN\n",
      "3577 2022-09-22  35.94  21.27  21.27   NaN   NaN   NaN\n",
      "3578 2022-09-23  35.94  21.00  21.00   NaN   NaN   NaN\n",
      "\n",
      "[2432 rows x 7 columns]\n",
      "count    2432.000000\n",
      "mean       31.746460\n",
      "std        10.908928\n",
      "min        15.570000\n",
      "5%         18.925500\n",
      "10%        20.264000\n",
      "15%        21.423000\n",
      "20%        22.654000\n",
      "25%        24.855000\n",
      "30%        25.843000\n",
      "50%        28.980000\n",
      "75%        34.475000\n",
      "max        83.240000\n",
      "Name: 市盈率, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "from cProfile import label\n",
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "\n",
    "plt.style.use('default')\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "\n",
    "# 点数\n",
    "idx500 = ak.stock_zh_index_daily(symbol='sh000905')\n",
    "# 取 xx 年以后的数据\n",
    "idx500 = idx500[idx500['date'] > pd.to_datetime('2012-09-01')]\n",
    "print(idx500)\n",
    "\n",
    "# PE\n",
    "pe500 = ak.index_value_hist_funddb(symbol=\"中证500\", indicator=\"市盈率\")\n",
    "pe500[\"日期\"] = pd.to_datetime(pe500[\"日期\"])\n",
    "# 取 xx 年以后的数据\n",
    "pe500 = pe500[pe500['日期'] > pd.to_datetime('2012-09-01')]\n",
    "print(pe500)\n",
    "\n",
    "per500 = pe500['市盈率'].describe(percentiles=[.05, .10, .15, .20, .25, .30, .75])\n",
    "print(per500)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.9, 0.9])\n",
    "ax.set_title('中证500 走势')\n",
    "ax.set_xlabel('日期')\n",
    "ax.set_ylabel('PE')\n",
    "ax.fill_between(pe500['日期'], 12, pe500['市盈率'], facecolor='C0', alpha=0.4, label='PE')\n",
    "\n",
    "# 分位数的横线\n",
    "pe500['市盈率'] = per500['10%']\n",
    "ax.plot(pe500['日期'], pe500['市盈率'], '--', label='%10')\n",
    "pe500['市盈率'] = per500['20%']\n",
    "ax.plot(pe500['日期'], pe500['市盈率'], '--', label='%20')\n",
    "pe500['市盈率'] = per500['30%']\n",
    "ax.plot(pe500['日期'], pe500['市盈率'], '--', label='%30')\n",
    "pe500['市盈率'] = per500['50%']\n",
    "ax.plot(pe500['日期'], pe500['市盈率'], '--', label='%50')\n",
    "pe500['市盈率'] = per500['75%']\n",
    "ax.plot(pe500['日期'], pe500['市盈率'], '--', label='%75')\n",
    "\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.set_ylabel('点数')\n",
    "ax2.plot(idx500['date'], idx500['close'], 'y',  label='指数点位')\n",
    "\n",
    "\n",
    "fig.legend(loc='upper right')\n",
    "plt.show()"
   ]
  }
 ],
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   "language": "python",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
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  "orig_nbformat": 4,
  "vscode": {
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